Executive Summary

Many people save or collect on-demand workout videos but can’t easily turn that content into simple, repeatable routines — they waste time scrubbing, lose consistency, and can’t track real progress. This is a pain for everyday fitness consumers, small trainers managing client clip libraries, and users who want accountability without subscribing to new content channels. Build a consumer app that ingests saved workout videos, automatically segments and labels exercises using video-understanding and pose-detection, and assembles follow-along routines with timers, rep counts, and exportable plans. Add optional wearable and health-API sync to validate completion and personalize intensity, plus coach-facing tools or batch workflows for trainers. The market is sizable and timely: roughly 200M active fitness-video users and a $9.6B addressable market at $48 ARPU/year, with on-demand video becoming the default; the concept scores well on opportunity (market score 90/100, revenue potential 82/100). Advances in affordable pose models and platform APIs mean you can build meaningful features and monetize via subscriptions, premium features, or B2B offerings for studios and trainers. This can stand out by combining automated, accurate segmentation, simple UX for routine generation, and wearable-backed validation—differentiating from templated workout apps and manual editing tools. Success hinges on nailing segmentation accuracy, handling privacy and content-permission flows, and minimizing ingestion friction, so validate those risks in early prototypes.

Market Opportunity

Convert saved workout videos into simple, followable exercise routines targets a $9.6B = 200M active global fitness-video users × $48 ARPU/year (consumer apps and subscription features) total addressable market with medium saturation and a year-over-year growth rate of 18% CAGR (fitness app and digital fitness market growth; source: aggregated industry reports and market research estimates 2021-2024).

Key trends driving demand: On-demand video workouts are becoming the default consumption model — this creates demand for tools that organize and operationalize saved content.; Advances in video understanding and pose-detection models make automated exercise segmentation and metadata extraction possible at consumer costs.; Wearable and health platform APIs allow apps to validate and track workouts, increasing the usefulness of structured routines.; Prosumers (people who produce or curate fitness content) are growing as creators, and their followers want ways to apply creator workouts in repeatable plans..

Key competitors include Fitbod, Trainerize, YouTube (saved playlists / watch later).

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Convert saved workout videos into simple, followable exercise routines

Executive Summary

Market Validation

Market Opportunity

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